Images with Alpha look different when layered in compositor compared to Photoshop
Photoshop has a non-linear reference space typically, and as such, all blends are wrong.

Blender's compositor on the other hand, uses a strictly linearized reference space, and alpha overs, assuming you are using associated alpha and the Alpha over node, are correct.

Nonlinear Over:


Linearized Over: